{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9c68e5e7",
   "metadata": {},
   "source": [
    "# ProtoSelect on Adult Census and CIFAR10"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1eab8ea",
   "metadata": {},
   "source": [
    "[Bien and Tibshirani (2012)](https://arxiv.org/abs/1202.5933) proposed ProtoSelect, which is a prototype selection method with the goal of constructing not only a condensed view of a dataset but also an interpretable model (applicable to classification only). Prototypes can be defined as instances that are representative of the entire training data distribution. Formally, consider a dataset of training points $\\mathcal{X} = \\{x_1, ..., x_n \\} \\subset \\mathbf{R}^p$ and their corresponding labels $\\mathcal{Y} = \\{y_1, ..., y_n\\}$, where $y_i \\in \\{1, 2, ..., L\\}$. ProtoSelect finds sets $\\mathcal{P}_{l} \\subseteq \\mathcal{X}$ for each class $l$ such that the set union of $\\mathcal{P}_1, \\mathcal{P}_2, ..., \\mathcal{P}_L$ would provided a distilled view of the training dataset $(\\mathcal{X}, \\mathcal{Y})$.\n",
    "\n",
    "\n",
    "Given the sets of prototypes, one can construct a simple interpretable classifier given by:\n",
    "$$\n",
    "    \\hat{c}(x) = \\underset{l}{\\operatorname{argmin}} \\min_{z \\in \\mathcal{P}_l} d(x, z)\n",
    "$$\n",
    "\n",
    "Note that the classifier defined in the equation above would be equivalent to 1-KNN if each set $\\mathcal{P}_l$ would consist only of instances belonging to class $l$.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d5ed0732",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ[\"TF_USE_LEGACY_KERAS\"] = \"1\"\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from typing import List, Dict\n",
    "\n",
    "import tensorflow as tf\n",
    "import tensorflow.keras as keras\n",
    "import tensorflow.keras.layers as layers\n",
    "\n",
    "from sklearn.compose import ColumnTransformer\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler, OneHotEncoder\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "\n",
    "from alibi.api.interfaces import Explanation\n",
    "from alibi.datasets import fetch_adult\n",
    "from alibi.prototypes import ProtoSelect, visualize_image_prototypes\n",
    "from alibi.utils.kernel import EuclideanDistance\n",
    "from alibi.prototypes.protoselect import cv_protoselect_euclidean"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "990a4185",
   "metadata": {},
   "source": [
    "## Utils\n",
    "\n",
    "Utility function to display the tabular data in a human-readable format."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ef6f22cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "def display_table(X: np.ndarray, \n",
    "                  y: np.ndarray, \n",
    "                  feature_names: List[str],\n",
    "                  category_map: Dict[int, List[str]],\n",
    "                  target_names: List[str]) -> pd.DataFrame:\n",
    "    \"\"\"\n",
    "    Displays the table in a human readable format.\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    X\n",
    "        Array of data instances to be displayed.\n",
    "    y\n",
    "        Array of data labels.\n",
    "    feature_names\n",
    "        List of feature names.\n",
    "    category_map\n",
    "        Category mapping dictionary having as keys the categorical index and as values the categorical values\n",
    "        each feature takes.\n",
    "    target_names\n",
    "        List of label names.\n",
    "    \n",
    "    Return\n",
    "    ------\n",
    "    `DataFrame` containing the concatenation of `X` and `Y` in a human readable format.\n",
    "    \"\"\"\n",
    "    # concat labels to the original instances\n",
    "    orig = np.concatenate([X, y.reshape(-1, 1)], axis=1)\n",
    "\n",
    "    # define new feature names and category map by including the label\n",
    "    feature_names = feature_names + [\"Label\"]\n",
    "    category_map.update({feature_names.index(\"Label\"): [target_names[i] for i in np.unique(y)]})\n",
    "\n",
    "    # replace label encodings with strings\n",
    "    df = pd.DataFrame(orig, columns=feature_names)\n",
    "    for key in category_map:\n",
    "        df[feature_names[key]].replace(range(len(category_map[key])), category_map[key], inplace=True)\n",
    "    \n",
    "    dfs = []\n",
    "    for l in np.unique(y):\n",
    "        dfs.append(df[df['Label'] == target_names[l]])\n",
    "        \n",
    "    return pd.concat(dfs)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87f6e27e",
   "metadata": {},
   "source": [
    "Utility function to display image prototypes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a321f39f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def display_images(summary: Explanation, imgsize: float =1.5):\n",
    "    \"\"\"\n",
    "    Displays image prototypes per class.\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    summary\n",
    "        An `Explanation` object produced by a call to the `summarise` method.\n",
    "    imgsize\n",
    "        Image size of a prototype.\n",
    "    \"\"\"\n",
    "    X_protos, y_protos = summary.data['prototypes'], summary.data['prototype_labels']\n",
    "    str_labels = ['airplane', 'automobile', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n",
    "    int_labels, counts = np.unique(y_protos, return_counts=True)\n",
    "    max_counts = np.max(counts).item()\n",
    "\n",
    "    fig, axs = plt.subplots(len(int_labels), max_counts)\n",
    "    fig.set_figheight(len(int_labels) * imgsize)\n",
    "    fig.set_figwidth(max_counts * imgsize)\n",
    "\n",
    "    for i, l in enumerate(int_labels):\n",
    "        indices = np.where(y_protos == l)[0]\n",
    "        X = X_protos[indices]\n",
    "        \n",
    "        for j in range(max_counts):\n",
    "            if j < len(indices):\n",
    "                axs[i][j].imshow(X[j])\n",
    "            else:\n",
    "                fig.delaxes(axs[i][j])\n",
    "                \n",
    "            axs[i][j].set_xticks([])\n",
    "            axs[i][j].set_yticks([])\n",
    "        \n",
    "        axs[i][0].set_ylabel(str_labels[l])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7989ec2a",
   "metadata": {},
   "source": [
    "## Adult Census dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3b710861",
   "metadata": {},
   "source": [
    "### Load Adult Census dataset\n",
    "\n",
    "Fetch the *Adult Census* dataset and perform train-test-validation split. In this example, for demonstrative purposes, each split contains only 1000. One can increase the number of instances in each set but should be aware of the memory limitation since the kernel matrix used for prototype selection is precomputed and stored in memory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e2ca18fa",
   "metadata": {},
   "outputs": [],
   "source": [
    "# fetch adult datasets\n",
    "adult = fetch_adult()\n",
    "\n",
    "# split dataset into train-test-validation\n",
    "X, y = adult.data, adult.target\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=1000, test_size=2000, random_state=13)\n",
    "X_test, X_val, y_test, y_val = train_test_split(X_test, y_test, test_size=0.5, random_state=13)\n",
    "\n",
    "# identify numerical and categorical columns\n",
    "categorical_ids = list(adult.category_map.keys())\n",
    "numerical_ids = [i for i in range(len(adult.feature_names)) if i not in adult.category_map]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20568f6e",
   "metadata": {},
   "source": [
    "### Preprocessing function\n",
    "\n",
    "Because the tabular dataset has low dimensionality, we can use a simple preprocessing function: numerical features are standardized and categorical features are one-hot encoded. The kernel dissimilarity used for prototype selection will operate on the preprocessed representation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "db21e930",
   "metadata": {},
   "outputs": [],
   "source": [
    "# define data preprocessor\n",
    "num_transf = StandardScaler()\n",
    "cat_transf = OneHotEncoder(\n",
    "    categories=[range(len(x)) for x in adult.category_map.values()],\n",
    "    handle_unknown='ignore'\n",
    ")\n",
    "preprocessor = ColumnTransformer(\n",
    "    transformers=[\n",
    "        ('cat', cat_transf, categorical_ids),\n",
    "        ('num', num_transf, numerical_ids)\n",
    "    ],\n",
    "    sparse_threshold=0\n",
    ")\n",
    "\n",
    "# fit data preprocessor\n",
    "preprocessor = preprocessor.fit(adult.data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7637cc8a",
   "metadata": {},
   "source": [
    "### Prototypes selection\n",
    "\n",
    "As with every kernel-based method, the performance of **ProtoSelect** is sensitive to the kernel selection and a predefined $\\epsilon$-radius which characterizes the neighborhood of an instance $x$ as a hyper-sphere of radius $\\epsilon$ centered in $x$ denoted as $B(x_i, \\epsilon)$. Note that other kernel dissimilarities might require some tuning (e.g., Gaussian RBF), which means that we will have to jointly search for the optimum $\\epsilon$ and kernel parameters. Luckily, in our case, we will use a simple Euclidean distance metric that does not require any tuning. Thus, we only need to search for the optimum $\\epsilon$-radius to be used by **ProtoSelect**. *Alibi* already comes with support for a grid-based search of the optimum values of the $\\epsilon$ when using a Euclidean distance metric.\n",
    "\n",
    "To search for the optimum $\\epsilon$-radius, we call the`cv_protoselect_euclidean` method, provided with a training dataset, an optional prototype dataset (i.e. training dataset is used by default if prototype dataset is not provided), and a validation set. Note that in the absence of a validation dataset, the method performs cross-validation on the training dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d18b4a45",
   "metadata": {},
   "outputs": [],
   "source": [
    "num_prototypes = 20\n",
    "grid_size = 50\n",
    "quantiles = (0., .5)\n",
    "\n",
    "# search for the best epsilon-radius value\n",
    "cv = cv_protoselect_euclidean(trainset=(X_train, y_train),\n",
    "                              valset=(X_val, y_val),\n",
    "                              num_prototypes=num_prototypes,\n",
    "                              quantiles=quantiles,\n",
    "                              grid_size=grid_size,\n",
    "                              preprocess_fn=preprocessor.transform)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4cbab1ce",
   "metadata": {},
   "source": [
    "Once we have the optimum value of $\\epsilon$, we can instantiate **ProtoSelect** as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "94885b09",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 20 prototypes.\n"
     ]
    }
   ],
   "source": [
    "summariser = ProtoSelect(kernel_distance=EuclideanDistance(), \n",
    "                         eps=cv['best_eps'], \n",
    "                         preprocess_fn=preprocessor.transform)\n",
    "\n",
    "summariser = summariser.fit(X=X_train, y=y_train)\n",
    "summary = summariser.summarise(num_prototypes=num_prototypes)\n",
    "print(f\"Found {len(summary.data['prototypes'])} prototypes.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "132aa494",
   "metadata": {},
   "source": [
    "### Display prototypes\n",
    "\n",
    "Let us inspect the returned prototypes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0f49952f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Age</th>\n",
       "      <th>Workclass</th>\n",
       "      <th>Education</th>\n",
       "      <th>Marital Status</th>\n",
       "      <th>Occupation</th>\n",
       "      <th>Relationship</th>\n",
       "      <th>Race</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Capital Gain</th>\n",
       "      <th>Capital Loss</th>\n",
       "      <th>Hours per week</th>\n",
       "      <th>Country</th>\n",
       "      <th>Label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>33</td>\n",
       "      <td>Private</td>\n",
       "      <td>High School grad</td>\n",
       "      <td>Never-Married</td>\n",
       "      <td>Blue-Collar</td>\n",
       "      <td>Not-in-family</td>\n",
       "      <td>White</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>31</td>\n",
       "      <td>Private</td>\n",
       "      <td>High School grad</td>\n",
       "      <td>Never-Married</td>\n",
       "      <td>Service</td>\n",
       "      <td>Own-child</td>\n",
       "      <td>White</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>60</td>\n",
       "      <td>Private</td>\n",
       "      <td>Associates</td>\n",
       "      <td>Separated</td>\n",
       "      <td>Service</td>\n",
       "      <td>Not-in-family</td>\n",
       "      <td>White</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>61</td>\n",
       "      <td>?</td>\n",
       "      <td>High School grad</td>\n",
       "      <td>Married</td>\n",
       "      <td>?</td>\n",
       "      <td>Husband</td>\n",
       "      <td>White</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20</td>\n",
       "      <td>?</td>\n",
       "      <td>High School grad</td>\n",
       "      <td>Never-Married</td>\n",
       "      <td>?</td>\n",
       "      <td>Own-child</td>\n",
       "      <td>White</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>31</td>\n",
       "      <td>Private</td>\n",
       "      <td>High School grad</td>\n",
       "      <td>Never-Married</td>\n",
       "      <td>Service</td>\n",
       "      <td>Own-child</td>\n",
       "      <td>White</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>1721</td>\n",
       "      <td>16</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>27</td>\n",
       "      <td>?</td>\n",
       "      <td>High School grad</td>\n",
       "      <td>Separated</td>\n",
       "      <td>?</td>\n",
       "      <td>Own-child</td>\n",
       "      <td>Black</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>63</td>\n",
       "      <td>Private</td>\n",
       "      <td>Dropout</td>\n",
       "      <td>Widowed</td>\n",
       "      <td>Service</td>\n",
       "      <td>Not-in-family</td>\n",
       "      <td>White</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>67</td>\n",
       "      <td>Federal-gov</td>\n",
       "      <td>Bachelors</td>\n",
       "      <td>Widowed</td>\n",
       "      <td>Admin</td>\n",
       "      <td>Not-in-family</td>\n",
       "      <td>White</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>25</td>\n",
       "      <td>Private</td>\n",
       "      <td>Dropout</td>\n",
       "      <td>Never-Married</td>\n",
       "      <td>Service</td>\n",
       "      <td>Unmarried</td>\n",
       "      <td>Black</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>38</td>\n",
       "      <td>Self-emp-not-inc</td>\n",
       "      <td>Bachelors</td>\n",
       "      <td>Never-Married</td>\n",
       "      <td>Blue-Collar</td>\n",
       "      <td>Not-in-family</td>\n",
       "      <td>Amer-Indian-Eskimo</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>31</td>\n",
       "      <td>Private</td>\n",
       "      <td>High School grad</td>\n",
       "      <td>Separated</td>\n",
       "      <td>Blue-Collar</td>\n",
       "      <td>Unmarried</td>\n",
       "      <td>White</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>2238</td>\n",
       "      <td>40</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>21</td>\n",
       "      <td>Private</td>\n",
       "      <td>High School grad</td>\n",
       "      <td>Never-Married</td>\n",
       "      <td>Sales</td>\n",
       "      <td>Own-child</td>\n",
       "      <td>Asian-Pac-Islander</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>British-Commonwealth</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>17</td>\n",
       "      <td>?</td>\n",
       "      <td>Dropout</td>\n",
       "      <td>Never-Married</td>\n",
       "      <td>?</td>\n",
       "      <td>Own-child</td>\n",
       "      <td>White</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>South-America</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>61</td>\n",
       "      <td>Local-gov</td>\n",
       "      <td>Masters</td>\n",
       "      <td>Married</td>\n",
       "      <td>White-Collar</td>\n",
       "      <td>Husband</td>\n",
       "      <td>White</td>\n",
       "      <td>Male</td>\n",
       "      <td>7298</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&gt;50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>51</td>\n",
       "      <td>Self-emp-inc</td>\n",
       "      <td>Doctorate</td>\n",
       "      <td>Married</td>\n",
       "      <td>Professional</td>\n",
       "      <td>Husband</td>\n",
       "      <td>White</td>\n",
       "      <td>Male</td>\n",
       "      <td>15024</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&gt;50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>55</td>\n",
       "      <td>Private</td>\n",
       "      <td>Masters</td>\n",
       "      <td>Married</td>\n",
       "      <td>White-Collar</td>\n",
       "      <td>Husband</td>\n",
       "      <td>White</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>1977</td>\n",
       "      <td>40</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&gt;50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>33</td>\n",
       "      <td>Private</td>\n",
       "      <td>Bachelors</td>\n",
       "      <td>Married</td>\n",
       "      <td>Professional</td>\n",
       "      <td>Husband</td>\n",
       "      <td>White</td>\n",
       "      <td>Male</td>\n",
       "      <td>15024</td>\n",
       "      <td>0</td>\n",
       "      <td>75</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&gt;50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>49</td>\n",
       "      <td>Self-emp-inc</td>\n",
       "      <td>Prof-School</td>\n",
       "      <td>Married</td>\n",
       "      <td>Professional</td>\n",
       "      <td>Husband</td>\n",
       "      <td>White</td>\n",
       "      <td>Male</td>\n",
       "      <td>99999</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&gt;50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>90</td>\n",
       "      <td>Private</td>\n",
       "      <td>Prof-School</td>\n",
       "      <td>Married</td>\n",
       "      <td>Professional</td>\n",
       "      <td>Husband</td>\n",
       "      <td>White</td>\n",
       "      <td>Male</td>\n",
       "      <td>20051</td>\n",
       "      <td>0</td>\n",
       "      <td>72</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&gt;50K</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Age         Workclass         Education Marital Status    Occupation  \\\n",
       "0    33           Private  High School grad  Never-Married   Blue-Collar   \n",
       "1    31           Private  High School grad  Never-Married       Service   \n",
       "2    60           Private        Associates      Separated       Service   \n",
       "3    61                 ?  High School grad        Married             ?   \n",
       "4    20                 ?  High School grad  Never-Married             ?   \n",
       "5    31           Private  High School grad  Never-Married       Service   \n",
       "6    27                 ?  High School grad      Separated             ?   \n",
       "7    63           Private           Dropout        Widowed       Service   \n",
       "8    67       Federal-gov         Bachelors        Widowed         Admin   \n",
       "9    25           Private           Dropout  Never-Married       Service   \n",
       "10   38  Self-emp-not-inc         Bachelors  Never-Married   Blue-Collar   \n",
       "11   31           Private  High School grad      Separated   Blue-Collar   \n",
       "12   21           Private  High School grad  Never-Married         Sales   \n",
       "13   17                 ?           Dropout  Never-Married             ?   \n",
       "14   61         Local-gov           Masters        Married  White-Collar   \n",
       "15   51      Self-emp-inc         Doctorate        Married  Professional   \n",
       "16   55           Private           Masters        Married  White-Collar   \n",
       "17   33           Private         Bachelors        Married  Professional   \n",
       "18   49      Self-emp-inc       Prof-School        Married  Professional   \n",
       "19   90           Private       Prof-School        Married  Professional   \n",
       "\n",
       "     Relationship                Race     Sex  Capital Gain  Capital Loss  \\\n",
       "0   Not-in-family               White    Male             0             0   \n",
       "1       Own-child               White  Female             0             0   \n",
       "2   Not-in-family               White  Female             0             0   \n",
       "3         Husband               White    Male             0             0   \n",
       "4       Own-child               White    Male             0             0   \n",
       "5       Own-child               White    Male             0          1721   \n",
       "6       Own-child               Black  Female             0             0   \n",
       "7   Not-in-family               White  Female             0             0   \n",
       "8   Not-in-family               White  Female             0             0   \n",
       "9       Unmarried               Black  Female             0             0   \n",
       "10  Not-in-family  Amer-Indian-Eskimo    Male             0             0   \n",
       "11      Unmarried               White  Female             0          2238   \n",
       "12      Own-child  Asian-Pac-Islander    Male             0             0   \n",
       "13      Own-child               White    Male             0             0   \n",
       "14        Husband               White    Male          7298             0   \n",
       "15        Husband               White    Male         15024             0   \n",
       "16        Husband               White    Male             0          1977   \n",
       "17        Husband               White    Male         15024             0   \n",
       "18        Husband               White    Male         99999             0   \n",
       "19        Husband               White    Male         20051             0   \n",
       "\n",
       "    Hours per week               Country  Label  \n",
       "0               40         United-States  <=50K  \n",
       "1               30         United-States  <=50K  \n",
       "2               40         United-States  <=50K  \n",
       "3                6         United-States  <=50K  \n",
       "4               20         United-States  <=50K  \n",
       "5               16         United-States  <=50K  \n",
       "6               40         United-States  <=50K  \n",
       "7               31         United-States  <=50K  \n",
       "8               40         United-States  <=50K  \n",
       "9               32         United-States  <=50K  \n",
       "10              30         United-States  <=50K  \n",
       "11              40         United-States  <=50K  \n",
       "12              30  British-Commonwealth  <=50K  \n",
       "13              20         South-America  <=50K  \n",
       "14              60         United-States   >50K  \n",
       "15              40         United-States   >50K  \n",
       "16              40         United-States   >50K  \n",
       "17              75         United-States   >50K  \n",
       "18              37         United-States   >50K  \n",
       "19              72         United-States   >50K  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_protos = summary.data['prototypes']\n",
    "y_protos = summary.data['prototype_labels']\n",
    "\n",
    "# display the prototypes in a human readable format\n",
    "display_table(X=X_protos, \n",
    "              y=y_protos, \n",
    "              feature_names=adult.feature_names, \n",
    "              category_map=adult.category_map, \n",
    "              target_names=adult.target_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea0d1104",
   "metadata": {},
   "source": [
    "By inspecting the prototypes, we can observe that features like `Education` and `Marital Status` can reveal some patterns. People with lower education level (e.g., `High School grad`, `Dropout`, etc.) and who don’t have a partner (e.g., `Never-Married`, `Separated`, `Widowed` etc.) tend to be classified as $\\leq 50K$. On the other hand, we have people that have a higher education level (e.g., `Bachelors`, `Masters`, `Doctorate`, etc.)  and who have a partner (e.g., `Married`) that are classified as $>50K$."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9eaf720d",
   "metadata": {},
   "source": [
    "### Train 1-KNN\n",
    "\n",
    "A standard procedure to check the quality of the prototypes is to train a 1-KNN classifier and evaluate its performance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ee82ec3d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# train 1-knn classifier using the selected prototypes\n",
    "knn_proto = KNeighborsClassifier(n_neighbors=1, metric='euclidean')\n",
    "knn_proto = knn_proto.fit(X=preprocessor.transform(X_protos), y=y_protos)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b883ae4a",
   "metadata": {},
   "source": [
    "To verify that **ProtoSelect** returns better prototypes than a simple random selection, we randomly sample  multiple prototype sets, train a 1-KNN for each set, evaluate the classifiers, and return the average accuracy score."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0890e74b",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(0)\n",
    "scores = []\n",
    "\n",
    "for i in range(10):\n",
    "    rand_idx = np.random.choice(len(X_train), size=len(X_protos), replace=False)\n",
    "    rands, rands_labels = X_train[rand_idx], y_train[rand_idx]\n",
    "    \n",
    "    knn_rand = KNeighborsClassifier(n_neighbors=1, metric='euclidean')\n",
    "    knn_rand = knn_rand.fit(X=preprocessor.transform(rands), y=rands_labels)\n",
    "    scores.append(knn_rand.score(preprocessor.transform(X_test), y_test))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d05f4a7",
   "metadata": {},
   "source": [
    "Compare the results returned by **ProtoSelect** and by the random sampling."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4633362b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ProtoSelect 1-KNN accuracy: 0.813\n",
      "Random 1-KNN mean accuracy: 0.723\n"
     ]
    }
   ],
   "source": [
    "# compare the scores obtained by ProtoSelect vs random choice\n",
    "print('ProtoSelect 1-KNN accuracy: %.3f' % (knn_proto.score(preprocessor.transform(X_test), y_test)))\n",
    "print('Random 1-KNN mean accuracy: %.3f' % (np.mean(scores)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0be4c977",
   "metadata": {},
   "source": [
    "We can observe that `ProtoSelect` chooses more representative instances than a naive random selection. The gap between the two should narrow as we increase the number of requested prototypes."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "664f5c62",
   "metadata": {},
   "source": [
    "## CIFAR10 dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b2ab6ced",
   "metadata": {},
   "source": [
    "### Load dataset\n",
    "\n",
    "Fetch the *CIFAR10* dataset and perform train-test-validation split and standard preprocessing. For demonstrative purposes, we use a reduced dataset and remind the user about the memory limitation of pre-computing and storing the kernel matrix in memory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "51548de7",
   "metadata": {},
   "outputs": [],
   "source": [
    "(X_train, y_train), (X_test, y_test) = tf.keras.datasets.cifar10.load_data()\n",
    "X_train = X_train.astype(np.float32) / 255.\n",
    "X_test = X_test.astype(np.float32) / 255.\n",
    "y_train, y_test = y_train.flatten(), y_test.flatten()\n",
    "\n",
    "\n",
    "# split the test into test-validation\n",
    "X_test, X_val, y_test, y_val = train_test_split(X_test, y_test, train_size=1000, test_size=1000, random_state=13)\n",
    "\n",
    "# subsample the datasets\n",
    "np.random.seed(13)\n",
    "train_idx = np.random.choice(len(X_train), size=1000, replace=False)\n",
    "X_train, y_train = X_train[train_idx], y_train[train_idx]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f3b2a47",
   "metadata": {},
   "source": [
    "### Preprocessing function\n",
    "\n",
    "For *CIFAR10*, we use a hidden layer output from a pre-trained network as our feature representation of the input images. The network was trained on the CIFAR10 dataset. Note that one can use any feature representation of choice (e.g., used from some self-supervised task)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "7ff67e41",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2022-05-09 14:21:49--  https://storage.googleapis.com/seldon-models/alibi/model_cifar10/checkpoint\n",
      "Resolving storage.googleapis.com (storage.googleapis.com)... 142.250.178.16, 142.250.187.240, 142.250.187.208, ...\n",
      "Connecting to storage.googleapis.com (storage.googleapis.com)|142.250.178.16|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 81 [application/octet-stream]\n",
      "Saving to: ‘model_cifar10/checkpoint’\n",
      "\n",
      "checkpoint          100%[===================>]      81  --.-KB/s    in 0s      \n",
      "\n",
      "2022-05-09 14:21:49 (11,2 MB/s) - ‘model_cifar10/checkpoint’ saved [81/81]\n",
      "\n",
      "--2022-05-09 14:21:49--  https://storage.googleapis.com/seldon-models/alibi/model_cifar10/cifar10.ckpt.data-00000-of-00001\n",
      "Resolving storage.googleapis.com (storage.googleapis.com)... 142.250.178.16, 142.250.187.240, 142.250.187.208, ...\n",
      "Connecting to storage.googleapis.com (storage.googleapis.com)|142.250.178.16|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 2218891 (2,1M) [application/octet-stream]\n",
      "Saving to: ‘model_cifar10/cifar10.ckpt.data-00000-of-00001’\n",
      "\n",
      "cifar10.ckpt.data-0 100%[===================>]   2,12M  --.-KB/s    in 0,08s   \n",
      "\n",
      "2022-05-09 14:21:49 (25,5 MB/s) - ‘model_cifar10/cifar10.ckpt.data-00000-of-00001’ saved [2218891/2218891]\n",
      "\n",
      "--2022-05-09 14:21:50--  https://storage.googleapis.com/seldon-models/alibi/model_cifar10/cifar10.ckpt.index\n",
      "Resolving storage.googleapis.com (storage.googleapis.com)... 142.250.178.16, 142.250.187.240, 142.250.187.208, ...\n",
      "Connecting to storage.googleapis.com (storage.googleapis.com)|142.250.178.16|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 2828 (2,8K) [application/octet-stream]\n",
      "Saving to: ‘model_cifar10/cifar10.ckpt.index’\n",
      "\n",
      "cifar10.ckpt.index  100%[===================>]   2,76K  --.-KB/s    in 0s      \n",
      "\n",
      "2022-05-09 14:21:50 (38,4 MB/s) - ‘model_cifar10/cifar10.ckpt.index’ saved [2828/2828]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# download weights\n",
    "!wget https://storage.googleapis.com/seldon-models/alibi/model_cifar10/checkpoint -P model_cifar10\n",
    "!wget https://storage.googleapis.com/seldon-models/alibi/model_cifar10/cifar10.ckpt.data-00000-of-00001 -P model_cifar10\n",
    "!wget https://storage.googleapis.com/seldon-models/alibi/model_cifar10/cifar10.ckpt.index -P model_cifar10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "9e230247",
   "metadata": {},
   "outputs": [],
   "source": [
    "# define the network to be used.\n",
    "model = keras.Sequential([\n",
    "        layers.InputLayer(input_shape=(32, 32, 3)),\n",
    "        layers.Conv2D(32, (3, 3), kernel_initializer='he_uniform', padding='same'),\n",
    "        layers.ReLU(),\n",
    "        layers.BatchNormalization(),\n",
    "        layers.Conv2D(32, (3, 3), kernel_initializer='he_uniform', padding='same'),\n",
    "        layers.ReLU(),\n",
    "        layers.BatchNormalization(),\n",
    "        layers.MaxPooling2D((2, 2)),\n",
    "        layers.Dropout(0.2),\n",
    "        layers.Conv2D(64, (3, 3), kernel_initializer='he_uniform', padding='same'),\n",
    "        layers.ReLU(),\n",
    "        layers.BatchNormalization(),\n",
    "        layers.Conv2D(64, (3, 3), kernel_initializer='he_uniform', padding='same'),\n",
    "        layers.ReLU(),\n",
    "        layers.BatchNormalization(),\n",
    "        layers.MaxPooling2D((2, 2)),\n",
    "        layers.Dropout(0.3),\n",
    "        layers.Conv2D(128, (3, 3), kernel_initializer='he_uniform', padding='same'),\n",
    "        layers.ReLU(),\n",
    "        layers.BatchNormalization(),\n",
    "        layers.Conv2D(128, (3, 3), kernel_initializer='he_uniform', padding='same'),\n",
    "        layers.ReLU(),\n",
    "        layers.BatchNormalization(),\n",
    "        layers.MaxPooling2D((2, 2)),\n",
    "        layers.Dropout(0.4),\n",
    "        layers.Flatten(),\n",
    "        layers.Dense(128, kernel_initializer='he_uniform', name='feature_layer'),\n",
    "        layers.ReLU(),\n",
    "        layers.BatchNormalization(),\n",
    "        layers.Dropout(0.5),\n",
    "        layers.Dense(10)\n",
    "])\n",
    "\n",
    "# load the weights\n",
    "model.load_weights('model_cifar10/cifar10.ckpt');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "bd9c9836",
   "metadata": {},
   "outputs": [],
   "source": [
    "# define preprocessing function\n",
    "partial_model = keras.Model(\n",
    "    inputs=model.inputs,\n",
    "    outputs=model.get_layer(name='feature_layer').output\n",
    ")\n",
    "\n",
    "def preprocess_fn(x: np.ndarray):\n",
    "    return partial_model(x, training=False).numpy()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d0de716",
   "metadata": {},
   "source": [
    "### Prototypes selection\n",
    "\n",
    "To obtain the best results, we apply the same grid-search procedure as in the case of the tabular dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "ad3615a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "num_prototypes = 50\n",
    "grid_size = 50\n",
    "quantiles = (0.0, 0.5)\n",
    "\n",
    "# get best eps by cv\n",
    "cv = cv_protoselect_euclidean(trainset=(X_train, y_train),\n",
    "                              valset=(X_val, y_val),\n",
    "                              num_prototypes=num_prototypes,\n",
    "                              quantiles=quantiles,\n",
    "                              grid_size=grid_size,\n",
    "                              preprocess_fn=preprocess_fn,\n",
    "                              batch_size=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b8415906",
   "metadata": {},
   "source": [
    "Once we have the optimum value of $\\epsilon$ we can instantiate **ProtoSelect** as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "734280f3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 31 prototypes.\n"
     ]
    }
   ],
   "source": [
    "summariser = ProtoSelect(kernel_distance=EuclideanDistance(), \n",
    "                         eps=cv['best_eps'], \n",
    "                         preprocess_fn=preprocess_fn)\n",
    "\n",
    "summariser = summariser.fit(X=X_train, y=y_train)\n",
    "summary = summariser.summarise(num_prototypes=num_prototypes)\n",
    "print(f\"Found {len(summary.data['prototypes'])} prototypes.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea6df987",
   "metadata": {},
   "source": [
    "### Display prototypes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28afc953",
   "metadata": {},
   "source": [
    "We can visualize and understand the importance of a prototype in a 2D image scatter plot. *Alibi* provides a helper function which fits a 1-KNN classifier on the prototypes and computes their importance as the logarithm of the number of assigned training instances correctly classified according to the 1-KNN classifier. Thus, the larger the image, the more important the prototype is."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7d31834f",
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install umap-learn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "aa76523f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import umap\n",
    "\n",
    "# define 2D reducer\n",
    "reducer = umap.UMAP(random_state=26)\n",
    "reducer = reducer.fit(preprocess_fn(X_train))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "ff825366",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# display prototypes in 2D\n",
    "ax = visualize_image_prototypes(summary=summary,\n",
    "                                trainset=(X_train, y_train),\n",
    "                                reducer=reducer.transform,\n",
    "                                preprocess_fn=preprocess_fn,\n",
    "                                knn_kw = {'metric': 'euclidean'},\n",
    "                                fig_kw={'figwidth': 12, 'figheight': 12})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de8ecd31",
   "metadata": {},
   "source": [
    "Besides visualizing and understanding the prototypes importance (i.e., larger images correspond to more important prototypes), one can also understand the diversity of each class by simply displaying all their corresponding prototypes. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "edf8310b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 648x1080 with 31 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_images(summary=summary, imgsize=1.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d5a2ec56",
   "metadata": {},
   "source": [
    "For example, within the current setup, we can observe that only two prototypes are required to cover the subset of the `airplane` instance.  On the other hand,  for the subset of the `car` instances, we need at least six prototypes. The visualization suggests that the `car` class has more diversity in the feature representation and implicitly requires more prototypes to cover its instances."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d11f448",
   "metadata": {},
   "source": [
    "### Train 1-KNN\n",
    "\n",
    "As before, we train a 1-KNN classifier to verify the quality of the prototypes returned by **ProtoSelect** against a random sampling."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "7b8cb63c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# train 1-knn classifier using the selected prototypes\n",
    "X_protos = summary.data['prototypes']\n",
    "y_protos = summary.data['prototype_labels']\n",
    "knn_proto = KNeighborsClassifier(n_neighbors=1, metric='euclidean')\n",
    "knn_proto = knn_proto.fit(X=preprocess_fn(X_protos), y=y_protos)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "26c7f4a4",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(0)\n",
    "scores = []\n",
    "\n",
    "for i in range(10):\n",
    "    rand_idx = np.random.choice(len(X_train), size=len(X_protos), replace=False)\n",
    "    rands, rands_labels = X_train[rand_idx], y_train[rand_idx]\n",
    "    \n",
    "    knn_rand = KNeighborsClassifier(n_neighbors=1, metric='euclidean')\n",
    "    knn_rand = knn_rand.fit(X=preprocess_fn(rands), y=rands_labels)\n",
    "    scores.append(knn_rand.score(preprocess_fn(X_test), y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "0c70e7c9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ProtoSelect 1-KNN accuracy: 0.870\n",
      "Random 1-KNN mean accuracy: 0.773\n"
     ]
    }
   ],
   "source": [
    "print('ProtoSelect 1-KNN accuracy: %.3f' % (knn_proto.score(preprocess_fn(X_test), y_test)))\n",
    "print('Random 1-KNN mean accuracy: %.3f' % (np.mean(scores)))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
